Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	212662
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.4 MiB
Average record size in memory	224.0 B

Variable types

NUM	26
BOOL	1

Warnings

`Kplus_IP_OWNPV` is highly correlated with `Kst_892_0_IP_OWNPV`	High correlation
`Kst_892_0_IP_OWNPV` is highly correlated with `Kplus_IP_OWNPV` and 1 other fields	High correlation
`piminus_IP_OWNPV` is highly correlated with `Kst_892_0_IP_OWNPV`	High correlation
`Kplus_ETA` is highly correlated with `piminus_ETA`	High correlation
`piminus_ETA` is highly correlated with `Kplus_ETA`	High correlation
`total_mom_2` is highly correlated with `Kplus_P` and 2 other fields	High correlation
`Kplus_P` is highly correlated with `total_mom_2` and 2 other fields	High correlation
`total_mom_sum` is highly correlated with `Kplus_P` and 2 other fields	High correlation
`mom_rat_4` is highly correlated with `mom_rat_1`	High correlation
`mom_rat_1` is highly correlated with `mom_rat_4`	High correlation
`ThetaH` is highly correlated with `Kst_892_0_cosThetaH`	High correlation
`Kst_892_0_cosThetaH` is highly correlated with `ThetaH`	High correlation
`Kplus_P_x` is highly correlated with `Kplus_P` and 2 other fields	High correlation
`B_FDCHI2_OWNPV` is highly skewed (γ1 = 57.53995501)	Skewed
`Kst_892_0_cosThetaH` has unique values	Unique
`random` has unique values	Unique
`total_mom_2` has unique values	Unique
`total_mom_sum` has unique values	Unique
`mom_rat_1` has unique values	Unique
`mom_rat_5` has unique values	Unique
`ThetaH` has unique values	Unique
`Kplus_P_x` has unique values	Unique
`Kplus_P_y` has unique values	Unique

Reproduction

Analysis started	2020-11-01 14:10:29.009394
Analysis finished	2020-11-01 14:13:06.926060
Duration	2 minutes and 37.92 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

B_OWNPV_CHI2
Real number (ℝ_≥0)

Distinct	196761
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30.9172548
Minimum	0.2044422179
Maximum	108.0674133
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.2044422179
5-th percentile	7.971154213
Q1	19.25030899
median	29.61574364
Q3	41.07190323
95-th percentile	58.22266483
Maximum	108.0674133
Range	107.8629711
Interquartile range (IQR)	21.82159424

Descriptive statistics

Standard deviation	15.39294391
Coefficient of variation (CV)	0.4978755069
Kurtosis	-0.07339448478
Mean	30.9172548
Median Absolute Deviation (MAD)	10.85039806
Skewness	0.4722501824
Sum	6574925.241
Variance	236.9427221
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.83766174	4	< 0.1%
9.410328865	4	< 0.1%
32.22270584	4	< 0.1%
21.45606613	4	< 0.1%
32.79192352	4	< 0.1%
26.69085503	4	< 0.1%
33.5502243	4	< 0.1%
30.91602325	4	< 0.1%
26.99252129	4	< 0.1%
32.25627518	4	< 0.1%
23.48138237	4	< 0.1%
37.69554138	4	< 0.1%
49.22254562	4	< 0.1%
22.61212158	4	< 0.1%
28.38883781	3	< 0.1%
22.09858131	3	< 0.1%
37.11606216	3	< 0.1%
25.65117836	3	< 0.1%
11.55511951	3	< 0.1%
36.07909012	3	< 0.1%
35.53830719	3	< 0.1%
50.8731842	3	< 0.1%
30.89502144	3	< 0.1%
35.22178268	3	< 0.1%
24.31327057	3	< 0.1%
Other values (196736)	212573	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2044422179	1	< 0.1%
0.5202507973	1	< 0.1%
0.5347319245	1	< 0.1%
0.5677536726	1	< 0.1%
0.5966792703	1	< 0.1%
0.6698586345	1	< 0.1%
0.7346076369	1	< 0.1%
0.7530184984	1	< 0.1%
0.7619966865	2	< 0.1%
0.7718549371	1	< 0.1%

Value	Count	Frequency (%)
108.0674133	1	< 0.1%
106.3968811	1	< 0.1%
106.2295456	1	< 0.1%
105.2594452	1	< 0.1%
104.9118652	1	< 0.1%
104.3045197	2	< 0.1%
104.07547	1	< 0.1%
103.1764297	1	< 0.1%
102.7541351	1	< 0.1%
102.1474304	1	< 0.1%

B_IPCHI2_OWNPV
Real number (ℝ_≥0)

Distinct	197988
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.831039345
Minimum	3.798873294e-05
Maximum	7.999920311
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	3.798873294e-05
5-th percentile	0.1564529739
Q1	0.9254123679
median	2.287487599
Q3	4.426295211
95-th percentile	7.134066807
Maximum	7.999920311
Range	7.999882322
Interquartile range (IQR)	3.500882843

Descriptive statistics

Standard deviation	2.216653638
Coefficient of variation (CV)	0.782982279
Kurtosis	-0.7219754066
Mean	2.831039345
Median Absolute Deviation (MAD)	1.589531675
Skewness	0.6390136786
Sum	602054.4891
Variance	4.913553351
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.976322795	2	< 0.1%
0.5208134537	2	< 0.1%
4.108980535	2	< 0.1%
4.648385289	2	< 0.1%
1.978709814	2	< 0.1%
4.078193194	2	< 0.1%
0.3377469249	2	< 0.1%
2.414391322	2	< 0.1%
1.194270313	2	< 0.1%
1.633380054	2	< 0.1%
1.033214701	2	< 0.1%
1.618700685	2	< 0.1%
6.012133221	2	< 0.1%
7.29344413	2	< 0.1%
1.236718361	2	< 0.1%
3.825429068	2	< 0.1%
2.56981579	2	< 0.1%
2.123495852	2	< 0.1%
2.312373051	2	< 0.1%
1.527577846	2	< 0.1%
1.693589547	2	< 0.1%
0.9972063124	2	< 0.1%
0.5543237206	2	< 0.1%
5.762339226	2	< 0.1%
5.349993062	2	< 0.1%
Other values (197963)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.798873294e-05	1	< 0.1%
6.004121917e-05	1	< 0.1%
6.023605028e-05	1	< 0.1%
8.896061043e-05	1	< 0.1%
9.759065094e-05	1	< 0.1%
0.0001245594056	1	< 0.1%
0.0001520297069	1	< 0.1%
0.0001598060028	1	< 0.1%
0.0001746410443	1	< 0.1%
0.0001767174298	1	< 0.1%

Value	Count	Frequency (%)
7.999920311	2	< 0.1%
7.999865935	1	< 0.1%
7.99946062	1	< 0.1%
7.999060018	1	< 0.1%
7.999045377	1	< 0.1%
7.999015429	1	< 0.1%
7.998999256	1	< 0.1%
7.998937329	2	< 0.1%
7.998926845	1	< 0.1%
7.998844206	2	< 0.1%

B_FDCHI2_OWNPV
Real number (ℝ_≥0)

SKEWED

Distinct	197942
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3233.107894
Minimum	31.38745792
Maximum	1971087.1
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	31.38745792
5-th percentile	159.6548491
Q1	385.1385529
median	901.7916862
Q3	2564.877351
95-th percentile	12100.02335
Maximum	1971087.1
Range	1971055.713
Interquartile range (IQR)	2179.738798

Descriptive statistics

Standard deviation	14985.88304
Coefficient of variation (CV)	4.635132366
Kurtosis	5647.336003
Mean	3233.107894
Median Absolute Deviation (MAD)	646.0304562
Skewness	57.53995501
Sum	687559190.9
Variance	224576690.6
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95.67306986	4	< 0.1%
163.2542411	4	< 0.1%
198.9955087	3	< 0.1%
95.5954642	3	< 0.1%
114.1965064	3	< 0.1%
2548.601576	3	< 0.1%
554.7144044	3	< 0.1%
118.415974	3	< 0.1%
2326.193269	3	< 0.1%
183.9677101	3	< 0.1%
164.3521084	2	< 0.1%
217.4386401	2	< 0.1%
94.15805704	2	< 0.1%
196.6978266	2	< 0.1%
961.5301544	2	< 0.1%
393.5064789	2	< 0.1%
201.4668435	2	< 0.1%
100.5464745	2	< 0.1%
865.2750166	2	< 0.1%
258.3247929	2	< 0.1%
4955.490132	2	< 0.1%
501.5053972	2	< 0.1%
767.1022423	2	< 0.1%
3817.085216	2	< 0.1%
3304.887883	2	< 0.1%
Other values (197917)	212600	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31.38745792	1	< 0.1%
33.3586411	1	< 0.1%
33.59043268	1	< 0.1%
34.85370048	1	< 0.1%
36.08655688	1	< 0.1%
39.3359556	1	< 0.1%
41.03209814	1	< 0.1%
41.22339525	1	< 0.1%
43.53732991	1	< 0.1%
43.59760627	1	< 0.1%

Value	Count	Frequency (%)
1971087.1	1	< 0.1%
1914608.938	1	< 0.1%
1895554.309	1	< 0.1%
1497137.073	2	< 0.1%
1321634.429	1	< 0.1%
1025240.254	1	< 0.1%
895926.6788	1	< 0.1%
775943.6164	2	< 0.1%
759499.5261	2	< 0.1%
726810.0943	1	< 0.1%

B_DIRA_OWNPV
Real number (ℝ_≥0)

Distinct	197988
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9999623919
Minimum	0.9995000071
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.9995000071
5-th percentile	0.9998234928
Q1	0.99996101
median	0.9999893948
Q3	0.9999975448
95-th percentile	0.9999997513
Maximum	1
Range	0.0004999928233
Interquartile range (IQR)	3.653479092e-05

Descriptive statistics

Standard deviation	6.831481065e-05
Coefficient of variation (CV)	6.831737993e-05
Kurtosis	12.7685023
Mean	0.9999623919
Median Absolute Deviation (MAD)	9.753561537e-06
Skewness	-3.301355739
Sum	212654.0022
Variance	4.666913354e-09
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9999890674	2	< 0.1%
0.9999862377	2	< 0.1%
0.9999982697	2	< 0.1%
0.9997765465	2	< 0.1%
0.9999863889	2	< 0.1%
0.9998610882	2	< 0.1%
0.9998847963	2	< 0.1%
0.9999936217	2	< 0.1%
0.9999979845	2	< 0.1%
0.9999876217	2	< 0.1%
0.9996925722	2	< 0.1%
0.9999895347	2	< 0.1%
0.9999967223	2	< 0.1%
0.9999741088	2	< 0.1%
0.9999979608	2	< 0.1%
0.9999498045	2	< 0.1%
0.9999642475	2	< 0.1%
0.9997906008	2	< 0.1%
0.9999895424	2	< 0.1%
0.9999879602	2	< 0.1%
0.9999997115	2	< 0.1%
0.9999549589	2	< 0.1%
0.9999440102	2	< 0.1%
0.9999877215	2	< 0.1%
0.9998363328	2	< 0.1%
Other values (197963)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9995000071	1	< 0.1%
0.9995001026	1	< 0.1%
0.9995001937	1	< 0.1%
0.9995003562	1	< 0.1%
0.9995003909	1	< 0.1%
0.9995004723	1	< 0.1%
0.9995005355	1	< 0.1%
0.9995005462	1	< 0.1%
0.9995005916	1	< 0.1%
0.9995006151	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9999999999	1	< 0.1%
0.9999999999	1	< 0.1%
0.9999999999	1	< 0.1%
0.9999999999	1	< 0.1%
0.9999999999	2	< 0.1%
0.9999999999	1	< 0.1%
0.9999999998	1	< 0.1%
0.9999999998	1	< 0.1%
0.9999999998	1	< 0.1%

B_PT
Real number (ℝ_≥0)

Distinct	197988
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9260.664335
Minimum	2500.513932
Maximum	56327.18696
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	2500.513932
5-th percentile	4525.391719
Q1	6527.503234
median	8336.54893
Q3	11065.05062
95-th percentile	17034.33752
Maximum	56327.18696
Range	53826.67303
Interquartile range (IQR)	4537.54739

Descriptive statistics

Standard deviation	3997.768903
Coefficient of variation (CV)	0.4316935328
Kurtosis	3.741692458
Mean	9260.664335
Median Absolute Deviation (MAD)	2125.638918
Skewness	1.498448873
Sum	1969391399
Variance	15982156.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8596.265209	2	< 0.1%
27344.92826	2	< 0.1%
10559.62187	2	< 0.1%
11294.88656	2	< 0.1%
12113.4163	2	< 0.1%
8112.026967	2	< 0.1%
6031.724127	2	< 0.1%
8448.998263	2	< 0.1%
7905.887927	2	< 0.1%
6817.157947	2	< 0.1%
8461.714156	2	< 0.1%
9395.444607	2	< 0.1%
10130.90672	2	< 0.1%
7413.626334	2	< 0.1%
7937.559039	2	< 0.1%
12531.01709	2	< 0.1%
10281.13495	2	< 0.1%
8762.274683	2	< 0.1%
7407.610914	2	< 0.1%
7126.311393	2	< 0.1%
9113.326785	2	< 0.1%
9227.870387	2	< 0.1%
6188.814668	2	< 0.1%
8138.628426	2	< 0.1%
10304.0478	2	< 0.1%
Other values (197963)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2500.513932	1	< 0.1%
2500.757825	1	< 0.1%
2500.9508	1	< 0.1%
2501.013242	1	< 0.1%
2501.185426	1	< 0.1%
2501.840502	1	< 0.1%
2502.048879	2	< 0.1%
2502.694168	1	< 0.1%
2502.967121	1	< 0.1%
2503.213246	1	< 0.1%

Value	Count	Frequency (%)
56327.18696	1	< 0.1%
49629.2488	1	< 0.1%
45666.07405	1	< 0.1%
44427.0364	1	< 0.1%
43934.17404	1	< 0.1%
43628.82258	2	< 0.1%
42329.41402	1	< 0.1%
41734.6011	1	< 0.1%
41655.16081	1	< 0.1%
41343.76223	1	< 0.1%

Kst_892_0_IP_OWNPV
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	197941
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5734873472
Minimum	0.2000046025
Maximum	2.999445135
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.2000046025
5-th percentile	0.2154740112
Q1	0.2898794278
median	0.4299350066
Q3	0.7030817517
95-th percentile	1.439045969
Maximum	2.999445135
Range	2.799440533
Interquartile range (IQR)	0.4132023239

Descriptive statistics

Standard deviation	0.4172558513
Coefficient of variation (CV)	0.7275763856
Kurtosis	5.620635887
Mean	0.5734873472
Median Absolute Deviation (MAD)	0.1693558722
Skewness	2.13773602
Sum	121958.9662
Variance	0.1741024454
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2001758756	4	< 0.1%
0.3924759647	4	< 0.1%
0.2363914073	3	< 0.1%
0.2156710547	3	< 0.1%
0.7993661953	3	< 0.1%
0.211026679	3	< 0.1%
0.2075723362	3	< 0.1%
0.2724086497	3	< 0.1%
0.6353375494	3	< 0.1%
0.3948008482	3	< 0.1%
0.2303691874	2	< 0.1%
0.40307888	2	< 0.1%
0.3012264259	2	< 0.1%
0.2518746027	2	< 0.1%
1.629604971	2	< 0.1%
1.371994407	2	< 0.1%
0.5944329885	2	< 0.1%
0.5655639279	2	< 0.1%
0.2801963164	2	< 0.1%
0.374988739	2	< 0.1%
0.6039789707	2	< 0.1%
0.3855964965	2	< 0.1%
0.5583238166	2	< 0.1%
0.7393204943	2	< 0.1%
0.2486685622	2	< 0.1%
Other values (197916)	212600	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2000046025	1	< 0.1%
0.2000052709	1	< 0.1%
0.2000059537	1	< 0.1%
0.2000059773	1	< 0.1%
0.2000060004	1	< 0.1%
0.2000061511	1	< 0.1%
0.2000069747	1	< 0.1%
0.2000076358	1	< 0.1%
0.2000093159	1	< 0.1%
0.2000119874	1	< 0.1%

Value	Count	Frequency (%)
2.999445135	1	< 0.1%
2.99901348	1	< 0.1%
2.99890159	1	< 0.1%
2.99882879	1	< 0.1%
2.998824206	1	< 0.1%
2.995457695	1	< 0.1%
2.995192637	1	< 0.1%
2.99479698	1	< 0.1%
2.994619593	1	< 0.1%
2.993741935	1	< 0.1%

Kst_892_0_cosThetaH
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2171846834
Minimum	-0.7999913928
Maximum	0.9999980146
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	-0.7999913928
5-th percentile	-0.6021395497
Q1	-0.1700481076
median	0.2413359774
Q3	0.634683426
95-th percentile	0.9368605412
Maximum	0.9999980146
Range	1.799989407
Interquartile range (IQR)	0.8047315336

Descriptive statistics

Standard deviation	0.4847785577
Coefficient of variation (CV)	2.232102882
Kurtosis	-1.049383446
Mean	0.2171846834
Median Absolute Deviation (MAD)	0.4017593707
Skewness	-0.1797033947
Sum	46186.92914
Variance	0.23501025
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4637472505	1	< 0.1%
-0.1139902724	1	< 0.1%
0.1206361191	1	< 0.1%
0.1762391586	1	< 0.1%
0.6487510361	1	< 0.1%
-0.499959658	1	< 0.1%
0.2359684338	1	< 0.1%
0.2966025675	1	< 0.1%
-0.6460576844	1	< 0.1%
0.9229028518	1	< 0.1%
-0.4198271837	1	< 0.1%
0.5943280739	1	< 0.1%
-0.4323175811	1	< 0.1%
0.398554565	1	< 0.1%
0.3202401814	1	< 0.1%
0.1261077215	1	< 0.1%
0.520861125	1	< 0.1%
-0.609865604	1	< 0.1%
-0.03133712963	1	< 0.1%
0.601328617	1	< 0.1%
0.4532286976	1	< 0.1%
0.6286999983	1	< 0.1%
0.7960608089	1	< 0.1%
-0.6045783291	1	< 0.1%
-0.1858633643	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.7999913928	1	< 0.1%
-0.7999788776	1	< 0.1%
-0.7999415717	1	< 0.1%
-0.7999279744	1	< 0.1%
-0.7999070719	1	< 0.1%
-0.79990132	1	< 0.1%
-0.7998987858	1	< 0.1%
-0.7998480485	1	< 0.1%
-0.7998367807	1	< 0.1%
-0.7997253801	1	< 0.1%

Value	Count	Frequency (%)
0.9999980146	1	< 0.1%
0.9999973411	1	< 0.1%
0.9999912319	1	< 0.1%
0.9999851738	1	< 0.1%
0.9999753224	1	< 0.1%
0.9999748705	1	< 0.1%
0.9999674332	1	< 0.1%
0.9999588459	1	< 0.1%
0.9999578401	1	< 0.1%
0.999949586	1	< 0.1%

Kplus_IP_OWNPV
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212498
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5816011094
Minimum	0.06441169484
Maximum	4.376841186
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.06441169484
5-th percentile	0.1961609823
Q1	0.2921375681
median	0.4362568313
Q3	0.7134622056
95-th percentile	1.472705176
Maximum	4.376841186
Range	4.312429491
Interquartile range (IQR)	0.4213246375

Descriptive statistics

Standard deviation	0.4379385638
Coefficient of variation (CV)	0.7529878412
Kurtosis	6.883967707
Mean	0.5816011094
Median Absolute Deviation (MAD)	0.1748784348
Skewness	2.262551188
Sum	123684.4551
Variance	0.1917901856
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7805606493	2	< 0.1%
0.2316417489	2	< 0.1%
0.8975810812	2	< 0.1%
0.3818102346	2	< 0.1%
1.20384259	2	< 0.1%
0.2714310752	2	< 0.1%
0.2779272009	2	< 0.1%
0.306931595	2	< 0.1%
0.2678167003	2	< 0.1%
0.5139284165	2	< 0.1%
0.3936713479	2	< 0.1%
0.6319362417	2	< 0.1%
0.2511620374	2	< 0.1%
0.2257442355	2	< 0.1%
0.258751971	2	< 0.1%
0.3077190541	2	< 0.1%
0.3939276081	2	< 0.1%
0.6284434128	2	< 0.1%
0.1841640518	2	< 0.1%
0.6409223033	2	< 0.1%
0.4188267001	2	< 0.1%
0.4504757133	2	< 0.1%
0.6001366063	2	< 0.1%
0.3696555872	2	< 0.1%
0.3237634424	2	< 0.1%
Other values (212473)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.06441169484	1	< 0.1%
0.06557276098	1	< 0.1%
0.07276430952	1	< 0.1%
0.07849731934	1	< 0.1%
0.07869738114	1	< 0.1%
0.07894076119	1	< 0.1%
0.07931616364	1	< 0.1%
0.07937624781	1	< 0.1%
0.07964314773	1	< 0.1%
0.07966534533	1	< 0.1%

Value	Count	Frequency (%)
4.376841186	1	< 0.1%
4.296431404	1	< 0.1%
4.249312798	1	< 0.1%
4.210024417	1	< 0.1%
4.155967686	1	< 0.1%
4.140491346	1	< 0.1%
4.106211089	1	< 0.1%
4.03291953	1	< 0.1%
4.030582406	1	< 0.1%
4.01433364	1	< 0.1%

Kplus_P
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212498
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	29740.46414
Minimum	3791.22814
Maximum	99995.10972
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	3791.22814
5-th percentile	8369.774217
Q1	15356.2981
median	24379.33621
Q3	38994.13833
95-th percentile	70545.67628
Maximum	99995.10972
Range	96203.88158
Interquartile range (IQR)	23637.84023

Descriptive statistics

Standard deviation	19239.0855
Coefficient of variation (CV)	0.6468993024
Kurtosis	1.192235222
Mean	29740.46414
Median Absolute Deviation (MAD)	10696.69012
Skewness	1.238428029
Sum	6324666585
Variance	370142411.1
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67410.56615	2	< 0.1%
12398.51695	2	< 0.1%
9049.435506	2	< 0.1%
18977.50295	2	< 0.1%
18769.47694	2	< 0.1%
23365.61696	2	< 0.1%
14142.30488	2	< 0.1%
12797.07668	2	< 0.1%
92178.59891	2	< 0.1%
32952.0509	2	< 0.1%
6084.776639	2	< 0.1%
21372.46886	2	< 0.1%
27487.3939	2	< 0.1%
22234.05341	2	< 0.1%
47706.54859	2	< 0.1%
26695.13665	2	< 0.1%
34119.16975	2	< 0.1%
46677.86335	2	< 0.1%
23914.66686	2	< 0.1%
69229.88816	2	< 0.1%
31692.9477	2	< 0.1%
11247.15189	2	< 0.1%
28533.63531	2	< 0.1%
30328.30401	2	< 0.1%
11493.08151	2	< 0.1%
Other values (212473)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3791.22814	1	< 0.1%
4194.814921	1	< 0.1%
4303.521476	1	< 0.1%
4402.597935	1	< 0.1%
4493.3605	1	< 0.1%
4949.402397	1	< 0.1%
4959.054921	1	< 0.1%
4960.837102	1	< 0.1%
4988.961955	1	< 0.1%
4989.041066	1	< 0.1%

Value	Count	Frequency (%)
99995.10972	1	< 0.1%
99992.27125	1	< 0.1%
99982.49057	1	< 0.1%
99982.26495	1	< 0.1%
99981.30138	1	< 0.1%
99980.44466	1	< 0.1%
99975.86678	1	< 0.1%
99964.97577	1	< 0.1%
99959.84708	1	< 0.1%
99954.12113	1	< 0.1%

piminus_IP_OWNPV
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212514
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5951780217
Minimum	0.05324427391
Maximum	4.439293916
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.05324427391
5-th percentile	0.1897886182
Q1	0.2949696561
median	0.4445530929
Q3	0.7312492729
95-th percentile	1.520619426
Maximum	4.439293916
Range	4.386049642
Interquartile range (IQR)	0.4362796168

Descriptive statistics

Standard deviation	0.4607422262
Coefficient of variation (CV)	0.7741250675
Kurtosis	7.700774941
Mean	0.5951780217
Median Absolute Deviation (MAD)	0.1822031509
Skewness	2.352378445
Sum	126571.7485
Variance	0.212283399
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4303430307	2	< 0.1%
0.3338911492	2	< 0.1%
0.3840922577	2	< 0.1%
0.2631906437	2	< 0.1%
1.002926	2	< 0.1%
0.2475760704	2	< 0.1%
0.4089116427	2	< 0.1%
0.4491121745	2	< 0.1%
0.5520686986	2	< 0.1%
0.2401741283	2	< 0.1%
0.3759288451	2	< 0.1%
0.8829391727	2	< 0.1%
0.8411672651	2	< 0.1%
0.4425439773	2	< 0.1%
0.5452950205	2	< 0.1%
0.3222848178	2	< 0.1%
0.3522445769	2	< 0.1%
0.6703507296	2	< 0.1%
0.1849335704	2	< 0.1%
0.2590094924	2	< 0.1%
0.3989892958	2	< 0.1%
0.3439127399	2	< 0.1%
0.8291324396	2	< 0.1%
2.170117467	2	< 0.1%
0.1604526029	2	< 0.1%
Other values (212489)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05324427391	1	< 0.1%
0.06441169484	1	< 0.1%
0.06557276098	1	< 0.1%
0.06676019232	1	< 0.1%
0.06779983734	1	< 0.1%
0.0682941939	1	< 0.1%
0.06932321522	1	< 0.1%
0.07064697956	1	< 0.1%
0.07224604271	1	< 0.1%
0.07397129749	1	< 0.1%

Value	Count	Frequency (%)
4.439293916	1	< 0.1%
4.438707036	1	< 0.1%
4.417240572	1	< 0.1%
4.416769762	1	< 0.1%
4.392738787	1	< 0.1%
4.376841186	1	< 0.1%
4.372796464	1	< 0.1%
4.35834296	1	< 0.1%
4.357551587	1	< 0.1%
4.331356128	1	< 0.1%

piminus_P
Real number (ℝ_≥0)

Distinct	212514
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23615.39926
Minimum	4952.118133
Maximum	99982.93624
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	4952.118133
5-th percentile	6757.638421
Q1	11921.22306
median	18693.42375
Q3	30209.32253
95-th percentile	58123.13817
Maximum	99982.93624
Range	95030.81811
Interquartile range (IQR)	18288.09947

Descriptive statistics

Standard deviation	16424.50973
Coefficient of variation (CV)	0.6954999807
Kurtosis	2.802228821
Mean	23615.39926
Median Absolute Deviation (MAD)	8110.748186
Skewness	1.606346893
Sum	5022098038
Variance	269764520
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29509.98903	2	< 0.1%
22673.39723	2	< 0.1%
35618.56304	2	< 0.1%
10438.48977	2	< 0.1%
13586.81182	2	< 0.1%
12101.47979	2	< 0.1%
20118.80645	2	< 0.1%
24955.58821	2	< 0.1%
9097.832314	2	< 0.1%
7742.930192	2	< 0.1%
25602.0112	2	< 0.1%
75716.45669	2	< 0.1%
20506.41097	2	< 0.1%
29040.20101	2	< 0.1%
13742.30195	2	< 0.1%
29474.67451	2	< 0.1%
22850.10044	2	< 0.1%
23215.83259	2	< 0.1%
36116.52861	2	< 0.1%
6115.6692	2	< 0.1%
15182.17185	2	< 0.1%
15312.57502	2	< 0.1%
59089.19532	2	< 0.1%
10401.53758	2	< 0.1%
9700.546676	2	< 0.1%
Other values (212489)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4952.118133	1	< 0.1%
4958.80046	1	< 0.1%
4960.38516	1	< 0.1%
4960.966626	1	< 0.1%
4964.884929	1	< 0.1%
4965.365239	1	< 0.1%
4978.58927	1	< 0.1%
4980.178511	1	< 0.1%
4980.295048	1	< 0.1%
4984.221077	1	< 0.1%

Value	Count	Frequency (%)
99982.93624	1	< 0.1%
99971.50091	1	< 0.1%
99951.02286	1	< 0.1%
99942.7301	1	< 0.1%
99930.30782	1	< 0.1%
99910.27327	1	< 0.1%
99905.30706	1	< 0.1%
99888.1395	1	< 0.1%
99852.76327	1	< 0.1%
99839.59742	1	< 0.1%

gamma_PT
Real number (ℝ_≥0)

Distinct	197677
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5781.262866
Minimum	3000.03184
Maximum	52715.20147
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	3000.03184
5-th percentile	3227.147574
Q1	3887.726863
median	4986.055993
Q3	6770.025065
95-th percentile	11234.14435
Maximum	52715.20147
Range	49715.16963
Interquartile range (IQR)	2882.298202

Descriptive statistics

Standard deviation	2669.985983
Coefficient of variation (CV)	0.4618343854
Kurtosis	7.591389603
Mean	5781.262866
Median Absolute Deviation (MAD)	1277.202214
Skewness	2.084322608
Sum	1229454924
Variance	7128825.148
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7333.809754	4	< 0.1%
4191.454395	4	< 0.1%
7135.933575	4	< 0.1%
4812.140892	4	< 0.1%
4865.087024	4	< 0.1%
4574.651397	4	< 0.1%
4654.032989	3	< 0.1%
17876.77632	3	< 0.1%
7323.795892	3	< 0.1%
7396.776164	3	< 0.1%
6254.558381	3	< 0.1%
11928.81482	3	< 0.1%
9472.225937	3	< 0.1%
21922.32545	3	< 0.1%
8660.35893	3	< 0.1%
8040.733334	3	< 0.1%
6704.130807	3	< 0.1%
9543.793059	3	< 0.1%
21509.59458	3	< 0.1%
5128.178192	3	< 0.1%
3884.206648	3	< 0.1%
3824.97036	3	< 0.1%
8932.128831	3	< 0.1%
6954.65022	3	< 0.1%
3122.780257	3	< 0.1%
Other values (197652)	212581	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3000.03184	1	< 0.1%
3000.067972	1	< 0.1%
3000.084931	1	< 0.1%
3000.166548	1	< 0.1%
3000.181396	2	< 0.1%
3000.199331	1	< 0.1%
3000.251932	1	< 0.1%
3000.304062	2	< 0.1%
3000.415367	1	< 0.1%
3000.476614	1	< 0.1%

Value	Count	Frequency (%)
52715.20147	1	< 0.1%
46602.48745	1	< 0.1%
39521.38654	1	< 0.1%
39262.41343	1	< 0.1%
37874.81801	1	< 0.1%
37293.22792	1	< 0.1%
37276.35366	1	< 0.1%
36823.00558	1	< 0.1%
36318.02209	1	< 0.1%
35608.19965	1	< 0.1%

piminus_ETA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212514
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.149949442
Minimum	2.000000035
Maximum	4.499750869
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	2.000000035
5-th percentile	2.332600096
Q1	2.752650622
median	3.128396974
Q3	3.526473141
95-th percentile	4.049443555
Maximum	4.499750869
Range	2.499750834
Interquartile range (IQR)	0.7738225191

Descriptive statistics

Standard deviation	0.5208617887
Coefficient of variation (CV)	0.1653556028
Kurtosis	-0.6621829903
Mean	3.149949442
Median Absolute Deviation (MAD)	0.3861970134
Skewness	0.1746236541
Sum	669874.5482
Variance	0.2712970029
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.339711663	2	< 0.1%
3.696503924	2	< 0.1%
3.747719894	2	< 0.1%
3.262141801	2	< 0.1%
3.461592773	2	< 0.1%
3.369087816	2	< 0.1%
2.355013706	2	< 0.1%
2.869203883	2	< 0.1%
2.891617274	2	< 0.1%
3.819523551	2	< 0.1%
2.716855772	2	< 0.1%
2.653530707	2	< 0.1%
4.212431054	2	< 0.1%
3.782875953	2	< 0.1%
2.702648229	2	< 0.1%
3.885110189	2	< 0.1%
4.067877517	2	< 0.1%
3.086869224	2	< 0.1%
2.851013514	2	< 0.1%
3.334885082	2	< 0.1%
3.778273614	2	< 0.1%
2.749937168	2	< 0.1%
3.571007971	2	< 0.1%
4.099608047	2	< 0.1%
3.054006035	2	< 0.1%
Other values (212489)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.000000035	1	< 0.1%
2.00093682	1	< 0.1%
2.001621429	1	< 0.1%
2.001659434	1	< 0.1%
2.001954779	1	< 0.1%
2.002395662	1	< 0.1%
2.002532358	1	< 0.1%
2.002906488	1	< 0.1%
2.003125381	1	< 0.1%
2.00320836	1	< 0.1%

Value	Count	Frequency (%)
4.499750869	1	< 0.1%
4.499106985	1	< 0.1%
4.498836338	1	< 0.1%
4.498674767	1	< 0.1%
4.498422667	1	< 0.1%
4.498343297	1	< 0.1%
4.498343083	1	< 0.1%
4.49831243	1	< 0.1%
4.498226526	1	< 0.1%
4.49803626	1	< 0.1%

Kplus_ETA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212498
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.166745413
Minimum	2.000226611
Maximum	4.49996626
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	2.000226611
5-th percentile	2.339219708
Q1	2.760778882
median	3.151240278
Q3	3.551590448
95-th percentile	4.067931817
Maximum	4.49996626
Range	2.499739649
Interquartile range (IQR)	0.7908115658

Descriptive statistics

Standard deviation	0.5271346025
Coefficient of variation (CV)	0.1664594193
Kurtosis	-0.7045621251
Mean	3.166745413
Median Absolute Deviation (MAD)	0.394872258
Skewness	0.1519556601
Sum	673446.413
Variance	0.2778708891
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.305759853	2	< 0.1%
3.445211377	2	< 0.1%
2.652057088	2	< 0.1%
3.792917974	2	< 0.1%
3.683842727	2	< 0.1%
2.624588654	2	< 0.1%
3.769345046	2	< 0.1%
3.705406847	2	< 0.1%
3.058319778	2	< 0.1%
2.926436266	2	< 0.1%
2.915401568	2	< 0.1%
3.544942686	2	< 0.1%
2.50671747	2	< 0.1%
3.984868629	2	< 0.1%
3.651923652	2	< 0.1%
3.703508078	2	< 0.1%
3.643786418	2	< 0.1%
4.175590904	2	< 0.1%
3.217152201	2	< 0.1%
2.953499783	2	< 0.1%
3.411032802	2	< 0.1%
2.679260004	2	< 0.1%
4.035376402	2	< 0.1%
3.148132387	2	< 0.1%
3.01637703	2	< 0.1%
Other values (212473)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.000226611	1	< 0.1%
2.000276945	1	< 0.1%
2.000369618	1	< 0.1%
2.000608792	1	< 0.1%
2.001954779	1	< 0.1%
2.003069229	1	< 0.1%
2.003385227	1	< 0.1%
2.003725921	1	< 0.1%
2.003850284	1	< 0.1%
2.004119292	1	< 0.1%

Value	Count	Frequency (%)
4.49996626	1	< 0.1%
4.499540768	1	< 0.1%
4.499297	1	< 0.1%
4.498981273	1	< 0.1%
4.498856613	1	< 0.1%
4.498683836	1	< 0.1%
4.498538655	1	< 0.1%
4.498473172	1	< 0.1%
4.49831243	1	< 0.1%
4.498232658	1	< 0.1%

signal
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

0	141632
1	71030

Common Values
Chart

Value	Count	Frequency (%)
0	141632	66.6%
1	71030	33.4%

random
Real number (ℝ_≥0)

UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5004156173
Minimum	2.769625021e-06
Maximum	0.9999958071
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	2.769625021e-06
5-th percentile	0.05026493567
Q1	0.2505699762
median	0.4999017421
Q3	0.7508456598
95-th percentile	0.9493779018
Maximum	0.9999958071
Range	0.9999930375
Interquartile range (IQR)	0.5002756837

Descriptive statistics

Standard deviation	0.288559905
Coefficient of variation (CV)	0.5766404865
Kurtosis	-1.20204218
Mean	0.5004156173
Median Absolute Deviation (MAD)	0.2501208202
Skewness	-0.000388138928
Sum	106419.386
Variance	0.08326681876
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5380191621	1	< 0.1%
0.6974879851	1	< 0.1%
0.6658524486	1	< 0.1%
0.4985125596	1	< 0.1%
0.3512065344	1	< 0.1%
0.02801960493	1	< 0.1%
0.6043215357	1	< 0.1%
0.01252346086	1	< 0.1%
0.2590458065	1	< 0.1%
0.6515187354	1	< 0.1%
0.4986950221	1	< 0.1%
0.2896331363	1	< 0.1%
0.1209133605	1	< 0.1%
0.3346440566	1	< 0.1%
0.9172276981	1	< 0.1%
0.4201257899	1	< 0.1%
0.8454348449	1	< 0.1%
0.2978670447	1	< 0.1%
0.4524688732	1	< 0.1%
0.8124838395	1	< 0.1%
0.5372713459	1	< 0.1%
0.1488769385	1	< 0.1%
0.336203087	1	< 0.1%
0.1917979761	1	< 0.1%
0.9370603123	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.769625021e-06	1	< 0.1%
6.945610885e-06	1	< 0.1%
1.151237623e-05	1	< 0.1%
1.944105765e-05	1	< 0.1%
2.695098107e-05	1	< 0.1%
2.862284119e-05	1	< 0.1%
3.467566368e-05	1	< 0.1%
4.567234207e-05	1	< 0.1%
4.624273186e-05	1	< 0.1%
4.643590667e-05	1	< 0.1%

Value	Count	Frequency (%)
0.9999958071	1	< 0.1%
0.999993799	1	< 0.1%
0.9999886514	1	< 0.1%
0.9999812746	1	< 0.1%
0.9999703466	1	< 0.1%
0.9999630284	1	< 0.1%
0.9999533912	1	< 0.1%
0.9999511046	1	< 0.1%
0.9999469757	1	< 0.1%
0.999946457	1	< 0.1%

total_mom_2
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1396929655
Minimum	44119545.64
Maximum	1.146841055e+10
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	44119545.64
5-th percentile	149768267.2
Q1	353473526.7
median	738177303.5
Q3	1689331164
95-th percentile	5183333554
Maximum	1.146841055e+10
Range	1.1424291e+10
Interquartile range (IQR)	1335857637

Descriptive statistics

Standard deviation	1704245919
Coefficient of variation (CV)	1.219994087
Kurtosis	6.327883986
Mean	1396929655
Median Absolute Deviation (MAD)	480245846
Skewness	2.404994665
Sum	2.970738542e+14
Variance	2.904454153e+18
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5933842340	1	< 0.1%
4489845599	1	< 0.1%
2882953406	1	< 0.1%
4854580096	1	< 0.1%
234212892.1	1	< 0.1%
538040497.6	1	< 0.1%
425656317.9	1	< 0.1%
330793466.2	1	< 0.1%
7085685655	1	< 0.1%
92956909.52	1	< 0.1%
1938834776	1	< 0.1%
4928378893	1	< 0.1%
699257035.6	1	< 0.1%
243039167.1	1	< 0.1%
6090222617	1	< 0.1%
680686705.5	1	< 0.1%
3226549966	1	< 0.1%
273429939.3	1	< 0.1%
317424596.7	1	< 0.1%
280306035.7	1	< 0.1%
677850134	1	< 0.1%
366129622.1	1	< 0.1%
1123203686	1	< 0.1%
1144820692	1	< 0.1%
289831131.6	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
44119545.64	1	< 0.1%
46115328.49	1	< 0.1%
46759769.27	1	< 0.1%
47342667.63	1	< 0.1%
47729042.77	1	< 0.1%
48148111.85	1	< 0.1%
48268609.05	1	< 0.1%
48729151.12	1	< 0.1%
48902734.11	1	< 0.1%
49265842.43	1	< 0.1%

Value	Count	Frequency (%)
1.146841055e+10	1	< 0.1%
1.109582647e+10	1	< 0.1%
1.105546978e+10	1	< 0.1%
1.093570725e+10	1	< 0.1%
1.087744687e+10	1	< 0.1%
1.086161074e+10	1	< 0.1%
1.082147176e+10	1	< 0.1%
1.080671377e+10	1	< 0.1%
1.079282347e+10	1	< 0.1%
1.074630623e+10	1	< 0.1%

total_mom_sum
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44782.39134
Minimum	11133.42421
Maximum	153195.1755
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	11133.42421
5-th percentile	19922.77125
Q1	28933.88264
median	39483.6339
Q3	55437.35012
95-th percentile	88894.35755
Maximum	153195.1755
Range	142061.7513
Interquartile range (IQR)	26503.46748

Descriptive statistics

Standard deviation	21307.99621
Coefficient of variation (CV)	0.4758119334
Kurtosis	1.129564312
Mean	44782.39134
Median Absolute Deviation (MAD)	12303.15798
Skewness	1.159820066
Sum	9523512907
Variance	454030702.3
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51861.95039	1	< 0.1%
20983.25831	1	< 0.1%
23909.88076	1	< 0.1%
38586.09279	1	< 0.1%
13416.01583	1	< 0.1%
17030.1259	1	< 0.1%
50907.71371	1	< 0.1%
35682.24808	1	< 0.1%
19935.01146	1	< 0.1%
69942.74135	1	< 0.1%
55643.3512	1	< 0.1%
25962.04057	1	< 0.1%
27415.3927	1	< 0.1%
74737.48838	1	< 0.1%
32794.10323	1	< 0.1%
22645.91011	1	< 0.1%
35932.76034	1	< 0.1%
46595.28022	1	< 0.1%
20052.37526	1	< 0.1%
27700.47163	1	< 0.1%
74278.15457	1	< 0.1%
35357.57303	1	< 0.1%
41834.61042	1	< 0.1%
22013.71219	1	< 0.1%
24694.41774	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11133.42421	1	< 0.1%
11349.26705	1	< 0.1%
11394.52212	1	< 0.1%
11468.19153	1	< 0.1%
11577.02802	1	< 0.1%
11648.5317	1	< 0.1%
11692.42424	1	< 0.1%
11713.71476	1	< 0.1%
11744.34983	1	< 0.1%
11781.91577	1	< 0.1%

Value	Count	Frequency (%)
153195.1755	1	< 0.1%
150418.0766	1	< 0.1%
150153.4254	1	< 0.1%
148810.7768	1	< 0.1%
148720.636	1	< 0.1%
148485.1781	1	< 0.1%
147106.7389	1	< 0.1%
146282.7201	1	< 0.1%
145729.5505	1	< 0.1%
145707.7921	1	< 0.1%

mom_rat_1
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4348205919
Minimum	0.03098020556
Maximum	6.822138527
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.03098020556
5-th percentile	0.1179430482
Q1	0.2195521345
median	0.3502095534
Q3	0.5557162484
95-th percentile	1.035902204
Maximum	6.822138527
Range	6.791158321
Interquartile range (IQR)	0.336164114

Descriptive statistics

Standard deviation	0.3126378404
Coefficient of variation (CV)	0.7190042196
Kurtosis	8.541809657
Mean	0.4348205919
Median Absolute Deviation (MAD)	0.1533121303
Skewness	2.147986119
Sum	92469.81672
Variance	0.09774241922
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.104748594	1	< 0.1%
0.3277042256	1	< 0.1%
0.3208486082	1	< 0.1%
0.5041649684	1	< 0.1%
0.6437151154	1	< 0.1%
0.275715117	1	< 0.1%
0.2513854125	1	< 0.1%
0.5574663198	1	< 0.1%
0.2435258015	1	< 0.1%
0.1207715013	1	< 0.1%
0.1678171722	1	< 0.1%
0.0975546485	1	< 0.1%
0.2423414355	1	< 0.1%
0.6592964315	1	< 0.1%
0.3228698441	1	< 0.1%
0.169165348	1	< 0.1%
1.243706068	1	< 0.1%
0.2759551909	1	< 0.1%
0.5946732575	1	< 0.1%
0.3327522905	1	< 0.1%
0.1887309544	1	< 0.1%
0.6635543794	1	< 0.1%
0.5138373603	1	< 0.1%
0.3527519389	1	< 0.1%
0.1288478709	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03098020556	1	< 0.1%
0.03162250573	1	< 0.1%
0.03248099875	1	< 0.1%
0.03327589392	1	< 0.1%
0.03376882838	1	< 0.1%
0.03409918128	1	< 0.1%
0.03622313355	1	< 0.1%
0.03782518279	1	< 0.1%
0.03819318512	1	< 0.1%
0.03836122414	1	< 0.1%

Value	Count	Frequency (%)
6.822138527	1	< 0.1%
5.084708128	1	< 0.1%
4.300097213	1	< 0.1%
4.108890454	1	< 0.1%
3.865600252	1	< 0.1%
3.864775708	1	< 0.1%
3.846825559	1	< 0.1%
3.807719001	1	< 0.1%
3.803053951	1	< 0.1%
3.745738577	1	< 0.1%

mom_rat_2
Real number (ℝ_≥0)

Distinct	197988
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.671238664
Minimum	0.5610845401
Maximum	11.62919834
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.5610845401
5-th percentile	1.130914849
Q1	1.317348487
median	1.53303622
Q3	1.862300575
95-th percentile	2.704188029
Maximum	11.62919834
Range	11.0681138
Interquartile range (IQR)	0.5449520881

Descriptive statistics

Standard deviation	0.5447176203
Coefficient of variation (CV)	0.3259364637
Kurtosis	9.574820615
Mean	1.671238664
Median Absolute Deviation (MAD)	0.2514526181
Skewness	2.271839189
Sum	355408.9568
Variance	0.2967172859
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.371876336	2	< 0.1%
2.198101319	2	< 0.1%
1.250380365	2	< 0.1%
1.312840128	2	< 0.1%
1.314918559	2	< 0.1%
1.582149721	2	< 0.1%
1.107991659	2	< 0.1%
1.164076683	2	< 0.1%
1.441045026	2	< 0.1%
1.75987691	2	< 0.1%
1.415496364	2	< 0.1%
1.330951996	2	< 0.1%
1.451205336	2	< 0.1%
1.588647383	2	< 0.1%
1.470718482	2	< 0.1%
1.648626818	2	< 0.1%
1.445803039	2	< 0.1%
1.806216791	2	< 0.1%
1.397033979	2	< 0.1%
1.28636618	2	< 0.1%
1.470485635	2	< 0.1%
1.868469523	2	< 0.1%
1.249314616	2	< 0.1%
1.36635351	2	< 0.1%
1.710442995	2	< 0.1%
Other values (197963)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5610845401	2	< 0.1%
0.5670449934	1	< 0.1%
0.5713361783	1	< 0.1%
0.5715433981	2	< 0.1%
0.5717074878	2	< 0.1%
0.5731151526	1	< 0.1%
0.5743336664	1	< 0.1%
0.574925397	1	< 0.1%
0.5763608595	1	< 0.1%
0.5772929622	1	< 0.1%

Value	Count	Frequency (%)
11.62919834	1	< 0.1%
8.980495837	1	< 0.1%
8.491139132	1	< 0.1%
8.392401932	1	< 0.1%
8.106095558	1	< 0.1%
8.041631135	1	< 0.1%
7.707756708	1	< 0.1%
7.550396256	1	< 0.1%
7.510599623	1	< 0.1%
7.502069053	1	< 0.1%

mom_rat_3
Real number (ℝ_≥0)

Distinct	197988
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6472571407
Minimum	0.08599045015
Maximum	1.782262616
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.08599045015
5-th percentile	0.369796771
Q1	0.5369702472
median	0.6523003091
Q3	0.7591005797
95-th percentile	0.8842398706
Maximum	1.782262616
Range	1.696272166
Interquartile range (IQR)	0.2221303325

Descriptive statistics

Standard deviation	0.1672958938
Coefficient of variation (CV)	0.2584689813
Kurtosis	1.589212736
Mean	0.6472571407
Median Absolute Deviation (MAD)	0.1106388938
Skewness	0.3139069737
Sum	137646.9981
Variance	0.02798791608
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.014970671	2	< 0.1%
0.5867269038	2	< 0.1%
0.3900585784	2	< 0.1%
0.7120700591	2	< 0.1%
0.6623949272	2	< 0.1%
0.3616486115	2	< 0.1%
0.7504650296	2	< 0.1%
0.7313848427	2	< 0.1%
0.5508518583	2	< 0.1%
0.7427779445	2	< 0.1%
0.7333705933	2	< 0.1%
0.9284680543	2	< 0.1%
0.482075102	2	< 0.1%
0.6270307658	2	< 0.1%
0.7046279701	2	< 0.1%
0.7287568632	2	< 0.1%
0.8307634884	2	< 0.1%
1.409385345	2	< 0.1%
0.4396826846	2	< 0.1%
0.6339462885	2	< 0.1%
0.7836490099	2	< 0.1%
0.3931619548	2	< 0.1%
0.759664839	2	< 0.1%
0.6212862605	2	< 0.1%
0.4386501444	2	< 0.1%
Other values (197963)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08599045015	1	< 0.1%
0.1113524262	1	< 0.1%
0.1177698286	1	< 0.1%
0.1191553989	1	< 0.1%
0.1233639541	1	< 0.1%
0.124352881	1	< 0.1%
0.1297394349	1	< 0.1%
0.1324433799	1	< 0.1%
0.1331451615	1	< 0.1%
0.1332965603	1	< 0.1%

Value	Count	Frequency (%)
1.782262616	2	< 0.1%
1.763528488	1	< 0.1%
1.750283	1	< 0.1%
1.749648414	2	< 0.1%
1.749146235	2	< 0.1%
1.744850045	1	< 0.1%
1.741148149	1	< 0.1%
1.739356107	1	< 0.1%
1.735024132	1	< 0.1%
1.732222746	1	< 0.1%

mom_rat_4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	212547
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2895035517
Minimum	0.03039849364
Maximum	6.311842722
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.03039849364
5-th percentile	0.06464918097
Q1	0.1280130081
median	0.2157953409
Q3	0.3666868296
95-th percentile	0.7611543997
Maximum	6.311842722
Range	6.281444229
Interquartile range (IQR)	0.2386738214

Descriptive statistics

Standard deviation	0.2474261174
Coefficient of variation (CV)	0.8546565869
Kurtosis	13.93736017
Mean	0.2895035517
Median Absolute Deviation (MAD)	0.1048648506
Skewness	2.710227044
Sum	61566.40431
Variance	0.06121968356
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07930661561	2	< 0.1%
0.3133800069	2	< 0.1%
0.3103583143	2	< 0.1%
0.07640726025	2	< 0.1%
0.2277300956	2	< 0.1%
1.428357863	2	< 0.1%
0.1447829956	2	< 0.1%
0.2551248648	2	< 0.1%
0.07714021309	2	< 0.1%
0.3578967193	2	< 0.1%
0.04306562543	2	< 0.1%
0.1061596651	2	< 0.1%
0.2294729394	2	< 0.1%
0.1476673132	2	< 0.1%
0.1713433106	2	< 0.1%
0.08653573778	2	< 0.1%
0.1092426207	2	< 0.1%
0.1035263765	2	< 0.1%
0.06032748825	2	< 0.1%
0.2506370442	2	< 0.1%
0.1159421558	2	< 0.1%
0.4210267234	2	< 0.1%
0.1328107502	2	< 0.1%
0.4745566566	2	< 0.1%
0.7442388326	2	< 0.1%
Other values (212522)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03039849364	1	< 0.1%
0.03041107214	1	< 0.1%
0.03065525949	1	< 0.1%
0.0307660053	1	< 0.1%
0.0308839918	1	< 0.1%
0.0309785817	1	< 0.1%
0.03110462871	1	< 0.1%
0.03118519749	1	< 0.1%
0.03123494535	1	< 0.1%
0.03137534966	1	< 0.1%

Value	Count	Frequency (%)
6.311842722	1	< 0.1%
4.521543768	1	< 0.1%
4.024353126	1	< 0.1%
3.737561296	1	< 0.1%
3.602503472	1	< 0.1%
3.437661856	1	< 0.1%
3.416460564	1	< 0.1%
3.375243501	1	< 0.1%
3.371039531	1	< 0.1%
3.305152793	1	< 0.1%

mom_rat_5
Real number (ℝ_≥0)

UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.544240542
Minimum	0.1465816028
Maximum	32.27867543
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.1465816028
5-th percentile	0.9653420917
Q1	1.799479506
median	2.855433241
Q3	4.554726842
95-th percentile	8.478668435
Maximum	32.27867543
Range	32.13209382
Interquartile range (IQR)	2.755247336

Descriptive statistics

Standard deviation	2.491187189
Coefficient of variation (CV)	0.7028832156
Kurtosis	5.527088617
Mean	3.544240542
Median Absolute Deviation (MAD)	1.24730684
Skewness	1.870201715
Sum	753725.2822
Variance	6.20601361
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.085482028	1	< 0.1%
2.892938101	1	< 0.1%
1.311933974	1	< 0.1%
4.535518241	1	< 0.1%
1.249585658	1	< 0.1%
2.333824305	1	< 0.1%
1.882574487	1	< 0.1%
11.66195936	1	< 0.1%
2.142571615	1	< 0.1%
8.778812509	1	< 0.1%
4.609430048	1	< 0.1%
2.1218501	1	< 0.1%
4.927632513	1	< 0.1%
2.364033078	1	< 0.1%
4.887353987	1	< 0.1%
2.009536902	1	< 0.1%
2.310336376	1	< 0.1%
0.9307785456	1	< 0.1%
3.172250511	1	< 0.1%
4.367362534	1	< 0.1%
1.629738534	1	< 0.1%
10.6376218	1	< 0.1%
10.20667737	1	< 0.1%
4.238721763	1	< 0.1%
2.102401326	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1465816028	1	< 0.1%
0.1966681223	1	< 0.1%
0.2325528821	1	< 0.1%
0.2433747045	1	< 0.1%
0.2586920361	1	< 0.1%
0.2587472277	1	< 0.1%
0.2599546001	1	< 0.1%
0.2626244215	1	< 0.1%
0.2629465721	1	< 0.1%
0.2669700459	1	< 0.1%

Value	Count	Frequency (%)
32.27867543	1	< 0.1%
31.62304748	1	< 0.1%
30.78723064	1	< 0.1%
30.05178471	1	< 0.1%
29.61310913	1	< 0.1%
29.3262173	1	< 0.1%
27.6066674	1	< 0.1%
26.43741355	1	< 0.1%
26.18268146	1	< 0.1%
26.06798981	1	< 0.1%

mom_rat_6
Real number (ℝ_≥0)

Distinct	212547
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.976343083
Minimum	0.1584323381
Maximum	32.8963669
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.1584323381
5-th percentile	1.313793891
Q1	2.727122764
median	4.634020345
Q3	7.811706127
95-th percentile	15.46810006
Maximum	32.8963669
Range	32.73793457
Interquartile range (IQR)	5.084583364

Descriptive statistics

Standard deviation	4.566682694
Coefficient of variation (CV)	0.7641265956
Kurtosis	3.304226826
Mean	5.976343083
Median Absolute Deviation (MAD)	2.272428652
Skewness	1.664465695
Sum	1270941.073
Variance	20.85459083
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.138702711	2	< 0.1%
4.691954974	2	< 0.1%
6.253924857	2	< 0.1%
11.39133722	2	< 0.1%
9.419773499	2	< 0.1%
5.165059066	2	< 0.1%
9.659374105	2	< 0.1%
1.343654693	2	< 0.1%
1.705747246	2	< 0.1%
3.222082199	2	< 0.1%
0.7001046627	2	< 0.1%
16.27686441	2	< 0.1%
2.107229951	2	< 0.1%
11.66424722	2	< 0.1%
5.836236014	2	< 0.1%
11.89759587	2	< 0.1%
1.987277175	2	< 0.1%
2.268042968	2	< 0.1%
8.481605996	2	< 0.1%
3.91964931	2	< 0.1%
7.640582851	2	< 0.1%
8.409175974	2	< 0.1%
6.795959001	2	< 0.1%
3.117058969	2	< 0.1%
5.149876982	2	< 0.1%
Other values (212522)	212612	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1584323381	1	< 0.1%
0.2211634015	1	< 0.1%
0.2484871403	1	< 0.1%
0.2675541404	1	< 0.1%
0.2775847429	1	< 0.1%
0.290895394	1	< 0.1%
0.2927005833	1	< 0.1%
0.2962749205	1	< 0.1%
0.2966444003	1	< 0.1%
0.3025578733	1	< 0.1%

Value	Count	Frequency (%)
32.8963669	1	< 0.1%
32.88276044	1	< 0.1%
32.62082972	1	< 0.1%
32.50340725	1	< 0.1%
32.37923408	1	< 0.1%
32.28036744	1	< 0.1%
32.14955592	1	< 0.1%
32.06649566	1	< 0.1%
32.01542339	1	< 0.1%
31.87215476	1	< 0.1%

ThetaH
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.309561431
Minimum	0.001992709649
Maximum	2.4980772
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	0.001992709649
5-th percentile	0.3572542794
Q1	0.8831975359
median	1.327054041
Q3	1.741674814
95-th percentile	2.216974564
Maximum	2.4980772
Range	2.49608449
Interquartile range (IQR)	0.8584772784

Descriptive statistics

Standard deviation	0.5648625394
Coefficient of variation (CV)	0.4313371837
Kurtosis	-0.7962372496
Mean	1.309561431
Median Absolute Deviation (MAD)	0.4287053768
Skewness	-0.0832967272
Sum	278493.953
Variance	0.3190696884
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.057388257	1	< 0.1%
1.089665838	1	< 0.1%
1.097783004	1	< 0.1%
1.475883048	1	< 0.1%
1.424070317	1	< 0.1%
2.320536899	1	< 0.1%
2.210823509	1	< 0.1%
1.894733307	1	< 0.1%
1.3709849	1	< 0.1%
1.993216214	1	< 0.1%
1.351024532	1	< 0.1%
2.186986043	1	< 0.1%
0.8880058339	1	< 0.1%
1.137123813	1	< 0.1%
1.312894667	1	< 0.1%
1.342379718	1	< 0.1%
1.553940847	1	< 0.1%
1.331322716	1	< 0.1%
1.329122734	1	< 0.1%
1.659633247	1	< 0.1%
0.2584415167	1	< 0.1%
1.927950492	1	< 0.1%
0.9116643912	1	< 0.1%
1.270860529	1	< 0.1%
0.8967978436	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001992709649	1	< 0.1%
0.002306049015	1	< 0.1%
0.004187628018	1	< 0.1%
0.00544541232	1	< 0.1%
0.007025342195	1	< 0.1%
0.007089376086	1	< 0.1%
0.008070564402	1	< 0.1%
0.009072419394	1	< 0.1%
0.009182615184	1	< 0.1%
0.01004136053	1	< 0.1%

Value	Count	Frequency (%)
2.4980772	1	< 0.1%
2.498056342	1	< 0.1%
2.497994171	1	< 0.1%
2.497971512	1	< 0.1%
2.497936681	1	< 0.1%
2.497927096	1	< 0.1%
2.497922873	1	< 0.1%
2.497838335	1	< 0.1%
2.497819562	1	< 0.1%
2.497633985	1	< 0.1%

Kplus_P_x
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25401.95904
Minimum	28.83854094
Maximum	99924.29471
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	28.83854094
5-th percentile	4349.775443
Q1	11471.987
median	20347.31759
Q3	34465.41359
95-th percentile	64397.24282
Maximum	99924.29471
Range	99895.45617
Interquartile range (IQR)	22993.42659

Descriptive statistics

Standard deviation	18691.2249
Coefficient of variation (CV)	0.7358182442
Kurtosis	1.280824656
Mean	25401.95904
Median Absolute Deviation (MAD)	10482.86573
Skewness	1.235967184
Sum	5402031413
Variance	349361888.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19584.92334	1	< 0.1%
5021.816547	1	< 0.1%
36691.00927	1	< 0.1%
20702.60535	1	< 0.1%
24006.19578	1	< 0.1%
33070.54214	1	< 0.1%
10379.9168	1	< 0.1%
4299.649589	1	< 0.1%
12145.79771	1	< 0.1%
23368.83822	1	< 0.1%
27050.7269	1	< 0.1%
19473.38406	1	< 0.1%
3434.206745	1	< 0.1%
27816.48294	1	< 0.1%
19686.63756	1	< 0.1%
14606.21269	1	< 0.1%
11298.12207	1	< 0.1%
17468.29813	1	< 0.1%
34564.58392	1	< 0.1%
12715.56837	1	< 0.1%
6669.29751	1	< 0.1%
23544.4545	1	< 0.1%
58566.49264	1	< 0.1%
23763.8939	1	< 0.1%
18827.35785	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
28.83854094	1	< 0.1%
57.28551183	1	< 0.1%
91.15456329	1	< 0.1%
93.1667027	1	< 0.1%
95.03793794	1	< 0.1%
114.4522776	1	< 0.1%
117.2464002	1	< 0.1%
120.5622801	1	< 0.1%
129.6170584	1	< 0.1%
132.5317543	1	< 0.1%

Value	Count	Frequency (%)
99924.29471	1	< 0.1%
99841.93125	1	< 0.1%
99731.15692	1	< 0.1%
99717.67712	1	< 0.1%
99599.85926	1	< 0.1%
99575.38605	1	< 0.1%
99559.8574	1	< 0.1%
99553.72501	1	< 0.1%
99424.47918	1	< 0.1%
99415.83848	1	< 0.1%

Kplus_P_y
Real number (ℝ)

UNIQUE

Distinct	212662
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3231.12713
Minimum	-78001.52998
Maximum	77892.74426
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 MiB

Quantile statistics

Minimum	-78001.52998
5-th percentile	-24992.25307
Q1	-4487.166348
median	4768.070756
Q3	11860.20118
95-th percentile	27223.45319
Maximum	77892.74426
Range	155894.2742
Interquartile range (IQR)	16347.36753

Descriptive statistics

Standard deviation	15798.00938
Coefficient of variation (CV)	4.889318417
Kurtosis	1.988799988
Mean	3231.12713
Median Absolute Deviation (MAD)	8058.229452
Skewness	-0.5515411832
Sum	687137957.6
Variance	249577100.4
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25533.01643	1	< 0.1%
-21629.55819	1	< 0.1%
-6529.962191	1	< 0.1%
-18533.99103	1	< 0.1%
-20740.62066	1	< 0.1%
-25751.48609	1	< 0.1%
-6603.894764	1	< 0.1%
1151.043396	1	< 0.1%
12313.42446	1	< 0.1%
8239.420313	1	< 0.1%
4952.944335	1	< 0.1%
14631.58012	1	< 0.1%
11512.31827	1	< 0.1%
-2368.200255	1	< 0.1%
202.6083499	1	< 0.1%
5906.707905	1	< 0.1%
29475.7034	1	< 0.1%
10106.47796	1	< 0.1%
-1362.112916	1	< 0.1%
37237.93804	1	< 0.1%
31785.82801	1	< 0.1%
5550.681181	1	< 0.1%
-10228.25769	1	< 0.1%
13601.2912	1	< 0.1%
13666.22282	1	< 0.1%
Other values (212637)	212637	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-78001.52998	1	< 0.1%
-77692.51774	1	< 0.1%
-77687.51605	1	< 0.1%
-77593.20325	1	< 0.1%
-77280.95312	1	< 0.1%
-77259.15068	1	< 0.1%
-76948.79639	1	< 0.1%
-76483.70487	1	< 0.1%
-76441.0649	1	< 0.1%
-76177.79514	1	< 0.1%

Value	Count	Frequency (%)
77892.74426	1	< 0.1%
76526.30621	1	< 0.1%
76099.29451	1	< 0.1%
73268.07286	1	< 0.1%
72255.74705	1	< 0.1%
71446.81911	1	< 0.1%
70974.31279	1	< 0.1%
70559.57109	1	< 0.1%
70120.96338	1	< 0.1%
69200.4651	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	B_OWNPV_CHI2	B_IPCHI2_OWNPV	B_FDCHI2_OWNPV	B_DIRA_OWNPV	B_PT	Kst_892_0_IP_OWNPV	Kst_892_0_cosThetaH	Kplus_IP_OWNPV	Kplus_P	piminus_IP_OWNPV	piminus_P	gamma_PT	piminus_ETA	Kplus_ETA	signal	random	total_mom_2	total_mom_sum	mom_rat_1	mom_rat_2	mom_rat_3	mom_rat_4	mom_rat_5	mom_rat_6	ThetaH	Kplus_P_x	Kplus_P_y
Id
0	28.878847	2.662533	2924.690991	0.999997	19085.568945	0.569198	-0.575502	0.581565	66850.893711	0.637969	14298.486178	7940.694301	2.628526	2.680116	1.0	0.849183	4.896356e+09	93877.156957	0.285495	2.403514	0.416058	0.118782	3.502693	8.418772	2.184015	54670.663301	-38472.854902
1	34.233566	0.092746	346.948714	0.999997	6631.244546	0.248707	-0.615941	0.277898	39274.475071	0.148815	11553.163934	3904.681337	3.292504	3.085754	1.0	0.217037	1.601704e+09	49810.400953	0.168844	1.698281	0.588831	0.099420	5.922640	10.058305	2.234376	30940.134117	-24190.752219
2	36.113632	2.442423	238.553023	0.999986	7740.918989	0.222347	0.249383	0.216576	27757.153899	0.249840	24081.196003	4738.891687	3.433676	3.121906	1.0	0.909759	8.528385e+08	40236.964575	0.278880	1.633487	0.612187	0.170727	3.585770	5.857309	1.318753	26880.165906	6922.158148
3	14.286133	6.337556	227.375132	0.999806	6740.281614	0.347316	0.591884	0.306927	10593.207077	0.400748	11343.521945	3308.943750	2.291867	2.200712	0.0	0.097867	1.685965e+08	20642.432441	0.636283	2.036989	0.490921	0.312365	1.571627	3.201386	0.937402	8538.371208	6269.948428
4	60.474274	7.632751	106.730650	0.999905	5556.388794	0.204273	0.655850	0.196600	11801.249543	0.223101	25940.693317	4026.326871	3.290073	3.281829	0.0	0.988735	1.863543e+08	21383.965208	0.470831	1.380014	0.724630	0.341178	2.123906	2.931021	0.855488	8908.660429	7739.848845
5	3.900054	1.868643	1990.246396	0.999999	9816.501198	0.831365	0.072420	0.657268	79061.916645	1.427286	23416.733820	4938.572341	3.448270	3.660611	0.0	0.258589	6.371540e+09	93816.990184	0.124162	1.987720	0.503089	0.062465	8.053981	16.009063	1.498313	78854.319293	5725.643401
6	29.616076	3.231549	4090.158372	0.999993	7548.607327	0.783817	-0.204762	0.701161	39727.574701	1.156917	8629.695724	4207.744968	2.782869	3.069493	1.0	0.177170	1.652967e+09	51483.926996	0.190009	1.793979	0.557420	0.105915	5.262901	9.441536	1.777017	38885.821299	-8134.684601
7	36.421730	1.994469	266.803738	0.999966	6268.804791	0.239999	0.482929	0.168260	40731.148557	0.345159	26403.331714	5800.997149	3.720204	4.164316	0.0	0.919085	1.731976e+09	52800.950497	0.153907	1.080643	0.925375	0.142422	6.497435	7.021405	1.066800	35666.627113	19670.235718
8	32.106915	1.444758	712.337607	0.999999	6848.004511	0.311193	-0.596536	0.377894	72597.335048	0.176969	33984.960982	3397.671911	4.010258	3.838512	0.0	0.186191	5.328812e+09	82843.011470	0.094329	2.015499	0.496155	0.046802	10.601239	21.366788	2.209974	58265.647137	-43306.898062
9	41.419582	1.468815	42024.178614	1.000000	17597.344309	1.770069	0.174518	2.198080	28301.720046	1.481161	41733.668220	13739.705009	3.516898	3.443687	0.0	0.106758	1.299433e+09	59638.769363	0.621776	1.280766	0.780783	0.485472	1.608295	2.059849	1.395380	27867.398973	4939.173215

Last rows

	B_OWNPV_CHI2	B_IPCHI2_OWNPV	B_FDCHI2_OWNPV	B_DIRA_OWNPV	B_PT	Kst_892_0_IP_OWNPV	Kst_892_0_cosThetaH	Kplus_IP_OWNPV	Kplus_P	piminus_IP_OWNPV	piminus_P	gamma_PT	piminus_ETA	Kplus_ETA	signal	random	total_mom_2	total_mom_sum	mom_rat_1	mom_rat_2	mom_rat_3	mom_rat_4	mom_rat_5	mom_rat_6	ThetaH	Kplus_P_x	Kplus_P_y
Id
212652	27.806250	2.214007	232.097289	0.999989	18216.595324	0.247304	-0.135421	0.251371	20398.007837	0.309569	13252.727249	15434.509524	3.005775	3.170641	0.0	0.105599	9.861472e+08	54049.112686	0.893058	1.180251	0.847277	0.756667	1.119749	1.321584	1.706635	20210.103262	-2762.326894
212653	44.379051	4.206297	3079.739011	0.999994	9220.123829	0.558065	-0.697956	0.643151	63745.116742	0.347184	24263.657782	3877.111530	3.689918	3.423779	1.0	0.488875	4.163483e+09	76842.352101	0.144640	2.378091	0.420505	0.060822	6.913694	16.441394	2.343336	45650.461156	-44491.294707
212654	42.200432	1.506132	13057.726753	0.999977	16525.460308	1.095223	0.715291	1.169348	22591.835573	1.038171	32375.848687	11671.341944	3.019072	3.030265	0.0	0.730435	9.197021e+08	50788.637825	0.731479	1.415901	0.706264	0.516618	1.367093	1.935667	0.773756	15787.786921	16159.728299
212655	45.979427	0.032476	1009.509814	0.999999	5206.450140	0.369050	-0.540290	0.449443	17848.176510	0.289666	11065.971777	4078.757465	3.488506	2.906983	0.0	0.337190	3.623008e+08	27133.384115	0.291708	1.276479	0.783405	0.228525	3.428089	4.375886	2.141578	15018.866445	-9643.186996
212656	12.893907	0.151000	984.507893	1.000000	11121.462006	0.491973	-0.548488	0.541038	72639.491690	0.398007	22999.329625	3426.012947	3.220792	3.165776	0.0	0.337923	5.411920e+09	87186.966643	0.153105	3.246182	0.308054	0.047165	6.531470	21.202340	2.151351	60738.112102	-39841.906220
212657	33.269855	0.422886	528.518223	0.999999	6547.421388	0.324063	-0.397384	0.286336	50331.007785	0.539486	8898.424053	3657.986285	3.077444	3.243626	1.0	0.537275	2.589460e+09	60536.415457	0.130087	1.789898	0.558691	0.072679	7.687150	13.759212	1.979460	46186.380730	-20000.714479
212658	30.405409	6.838541	245.848798	0.999909	6634.286140	0.286608	0.522046	0.194381	32017.565715	0.446696	22491.555816	4975.574892	3.510440	3.603324	0.0	0.756492	1.093895e+09	43627.426747	0.207208	1.333371	0.749979	0.155401	4.826075	6.434948	1.021548	27308.334987	16714.644913
212659	8.028983	2.256855	377.706643	0.999878	5160.700365	0.626228	-0.176330	0.598550	16262.726940	0.705622	5497.144994	4276.250211	2.379503	2.772514	1.0	0.068534	3.093954e+08	25699.677516	0.317333	1.206828	0.828618	0.262948	3.151264	3.803034	1.748053	16007.907207	-2867.611263
212660	59.286201	3.385165	675.095332	0.999828	9506.037618	0.278407	0.948246	0.231088	11309.374549	0.308349	20879.660445	3915.660229	2.323603	2.348653	0.0	0.578391	2.335991e+08	24731.072396	0.840545	2.427697	0.411913	0.346231	1.189704	2.888242	0.323131	3591.144931	10724.067827
212661	22.737875	7.698472	286.450638	0.999711	14869.693203	0.247850	-0.159846	0.247443	85036.225493	0.287413	50546.761176	8233.165297	3.680494	3.676613	0.0	0.257989	7.520052e+09	108139.083993	0.174863	1.806072	0.553688	0.096820	5.718761	10.328497	1.731331	83942.830040	-13592.679316

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows